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aeon

8.7

by davila7

73Favorites
372Upvotes
0Downvotes

This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working with temporal data, sequential patterns, or time-indexed observations requiring specialized algorithms beyond standard ML approaches. Particularly suited for univariate and multivariate time series analysis with scikit-learn compatible APIs.

time-series

8.7

Rating

0

Installs

Machine Learning

Category

Quick Review

Excellent skill with comprehensive coverage of time series ML capabilities. The SKILL.md provides clear, actionable guidance with code examples for all major tasks (classification, regression, clustering, forecasting, anomaly detection, segmentation, similarity search). Structure is exemplary: concise overview in SKILL.md with detailed references properly delegated to separate files. Task knowledge is outstanding with quick-start examples, algorithm selection guides, and best practices. The skill addresses a specialized domain (time series analysis) that would require significant tokens for a CLI agent to handle independently, especially for algorithm selection and proper data formatting. Minor room for improvement in description clarity around when to choose this skill over standard sklearn for borderline cases, but overall this is a high-quality, well-structured skill that meaningfully reduces computational cost for time series tasks.

LLM Signals

Description coverage9
Task knowledge10
Structure10
Novelty8

GitHub Signals

18,073
1,635
132
71
Last commit 0 days ago

Publisher

davila7

davila7

Skill Author

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Publisher

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davila7

Skill Author

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